Commit graph

4958 commits

Author SHA1 Message Date
ryan-crabbe-berri
38683643e0
Merge pull request #40170 from BerriAI/litellm_chatgpt_add_model_provider
feat(ui): list the ChatGPT subscription provider in the Add Model form
2026-09-07 15:21:58 -07:00
Mateo Wang
058d260509
Merge pull request #38914 from BerriAI/litellm_fix_skills_hook_import_side_effect
fix(proxy): register SkillsInjectionHook at proxy startup instead of import time
2026-09-07 15:18:54 -07:00
Mateo Wang
0e9e2c01f3
Merge pull request #38806 from BerriAI/litellm_fix_mcp_test_connection_oauth_bearer
fix(mcp): forward staged credentials on /mcp-rest/test/connection like /test/tools/list
2026-09-07 15:18:35 -07:00
ryan-crabbe-berri
bb2db2d3f8 test(proxy): drop docstrings from the Add Model provider tests
Move the only guidance worth keeping into the parity assertion message so a
failing run tells the contributor to add a catalog entry instead of growing
the frozen unlisted set.

Claude-Session: https://claude.ai/code/session_011Tn3657NkV6ojLqewL64Kb
2026-09-07 15:12:41 -07:00
ryan-crabbe-berri
8e5a12057a feat(ui): list the ChatGPT subscription provider in the Add Model form
The Add Model provider dropdown is driven entirely by provider_create_fields.json,
and chatgpt had no entry there, so the documented ChatGPT subscription setup was
unreachable from the Admin UI. Add the entry plus the dashboard enum, slug, logo and
placeholder mappings so the provider can be selected and its cost-map models listed.

The entry carries no credential fields on purpose: the chatgpt backend ignores
api_key and api_base and signs in through the device-code auth file on the proxy
host, so any field here would be inert.

Add a parity test that every LlmProviders value is either listed for Add Model or
frozen in an explicit unlisted set, so a new backend provider cannot silently miss
the dropdown again.

Claude-Session: https://claude.ai/code/session_011Tn3657NkV6ojLqewL64Kb
2026-09-07 14:55:43 -07:00
tin-berri
c5ec2eedc1
fix(spend): price caching savings on the billed request basis (#40160)
Resolves LIT-7137

Co-authored-by: Claude Code <noreply@anthropic.com>
2026-09-07 21:41:05 +00:00
devin-ai-integration[bot]
038025ba5e
fix(guardrails): accept on_violation block and alert for mcp_security (#40155)
* fix(guardrails): accept on_violation block and alert for mcp_security

The MCP Security policy template sends on_violation: "block", but the shared
LitellmParams model only allowed the /v1/realtime values "warn" and
"end_session", so POST /guardrails returned 422 before the MCP guardrail was
initialized. Widen the literal to include the MCP actions, map every non-alert
value to MCP's default "block" at init, and regenerate the lazy OpenAPI
snapshot and dashboard API types

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>

* fix(guardrails): restrict on_violation block/alert to mcp_security and keep legacy MCP mapping

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>

* fix(guardrails): return 422 when PATCH sets an mcp_security-only on_violation on another guardrail

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>

---------

Co-authored-by: yassin <yassin@berri.ai>
Co-authored-by: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
2026-09-07 14:33:02 -07:00
devin-ai-integration[bot]
b618c7ad86
fix(proxy): let authorized internal users open vector store details (#40150)
Co-authored-by: yassin <yassin@berri.ai>
Co-authored-by: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
2026-09-07 13:10:09 -07:00
yucheng-berri
e04e5d7113
fix(router): keep provider response headers on streaming chat completions (#40091)
* fix(router): keep provider response headers on streaming chat completions

The Router re-wraps a deployment's CustomStreamWrapper in FallbackStreamWrapper
(and its sync twin) so a mid-stream failure can fail over. Neither wrapper
forwarded `_response_headers`, so every streaming chat completion handed the
proxy's callbacks and its response-header builder a wrapper with no provider
headers, and a successful mid-stream fallback still published the failed
deployment's identity, `x-request-id` and rate limit counters.

Forward `_response_headers` into both wrappers, repoint the wrapper at the
deployment that served the stream once a fallback takes over, and rebuild the
proxy's response headers from that deployment while `create_response` still has
the first chunk buffered.

* fix(router): follow a nested fallback to the deployment that served the stream

A fallback the router picks is itself a fallback-aware wrapper, and it only
repoints at its own fallback once it yields, so reading its hidden params at
selection time named a deployment that produced no output. Re-read them when
the first fallback item arrives, which is still before the proxy commits
response headers.

Also addresses review feedback: the streaming header builder reads self.data
instead of taking a coarse request_data parameter, and the new test recorder
local is Final.

* test(router): cover the fallback header adoption helper directly

The router_code_coverage gate wants every router.py function named in a
router test, and this also pins the weak-reference behavior: a wrapper
collected mid-stream must not break the generator still draining it.

* refactor(proxy): take a read-only mapping for the model-id lookup

_get_model_id_from_response only reads its request payload, so a Mapping
says what it needs and the two metadata hops are narrowed instead of
assumed to be dicts.

* test: drop mutable recorder locals and routine comments from the new tests

An AsyncMock await_count and an asyncio.Event say the same thing as a
list and a dict that the test mutates.

* chore(router): justify the two rebinds in the fallback loops

Both are the one-shot re-read that follows a nested fallback, so they get
the repo's rebind-ok note like the rest of the file.
2026-09-07 12:59:57 -07:00
ryan-crabbe-berri
11702ae4e1
Merge pull request #38204 from davida-ps/litellm_prompt_security_file_modify_block
fix(guardrails): block Prompt Security file modifications
2026-09-07 12:53:57 -07:00
devin-ai-integration[bot]
6908318c16
feat(keys): allow editing soft budget on existing keys (#39002)
* feat(keys): allow editing soft budget on existing keys

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>

* refactor(ui): extract KeyBudgetNumberField to keep key_edit_view under max-lines

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>

* style(ui): format keyEditFormValues with prettier

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>

* test(keys): cover soft budget validation and update adapter

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>

* fix(ui): reject non-finite soft budget values instead of clearing

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>

* test(keys): assert soft budget validation returns None for valid values

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>

* fix(keys): write soft budget and key row in one transaction

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>

---------

Co-authored-by: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
Co-authored-by: yassin <yassin@berri.ai>
2026-09-07 19:37:44 +00:00
Yassin Kortam
192e38fa7b
feat(skills): semantic search over the LiteLLM-hosted skill registry (#39401)
* feat(skills): semantic search over the LiteLLM-hosted skill registry

Adds GET /v1/skills?query= (custom_llm_provider=litellm_proxy) and a
skill_search MCP virtual tool, ranking the caller's accessible skills by
semantic similarity, mirroring the A2A agent registry search (LIT-6309).

Also fixes a pre-existing bug where create_skill() dropped description and
instructions for the litellm_proxy provider, which left every LiteLLM-hosted
skill with no searchable text.

* fix(mcp): coerce skill_search top_k instead of raising 500 on malformed input

The MCP-REST skill_search dispatch validated raw tool arguments through a
pydantic model directly, so a non-numeric top_k raised a ValidationError
that the endpoint's catch-all turned into an HTTP 500. Mirrors the
agent_search branch's tolerant coerce_top_k handling instead.

* fix(skills): enforce key limits on search embeddings and bound the semantic index

Semantic search embeddings now run the same pre_call_hook the /embeddings
route runs, so key rate limits, budgets and guardrails apply before the
embedding model is called. The shared SemanticTextIndex caps cached vectors
and evicts the least recently searched entries, and each skill's embedded
text is capped so one skill cannot inflate the embedding batch

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>

* fix(skills): surface proxy 429s from search embeddings instead of a 503

ProxyRateLimitError is also an OpenAIError, so the search engine was folding
a key rate limit into skill_search_unavailable. Proxy HTTPExceptions now
propagate so the caller gets the same 429 the /embeddings route returns

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>

* fix(skills): import assert_never from typing_extensions for Python 3.10

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>

* fix(skills): embed the request as the pre-call hooks returned it, not the original text

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>

* refactor(skills): keep the litellm_proxy provider check for GET /v1/skills?query= inside llms/

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>

* test(skills): move the GET /v1/skills?query= endpoint tests under tests/test_litellm/proxy

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>

---------

Co-authored-by: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
2026-09-07 12:28:38 -07:00
tin-berri
eea4c860f7
feat(ui): add key-scoped auto-router usage tab (#39999)
* feat(ui): add key-scoped auto-router usage tab

GET /auto_router/benchmarks takes an optional api_key filter, applied in the
rollup aggregate on the primary key's leading column. Proxy admins get a
separate Auto-router usage tab on key detail pages with spend, baseline,
savings, tier routing, cache metrics and the existing router selector

* fix(ui): share key analytics date range
2026-09-07 12:12:22 -07:00
Mateo Wang
2cfe106f9f
Merge pull request #39660 from BerriAI/litellm_bedrock_passthrough_model_access
fix(proxy): enforce key and team model access on Bedrock passthrough routes (internal copy of #34244)
2026-09-07 12:11:15 -07:00
tin-berri
1ae3216120
fix(router): preserve default heuristic updates (#40007) 2026-09-07 12:05:43 -07:00
Roman D
55fe4a7894
feat(proxy): resolve root_path per request from a configured prefix list (SERVER_ROOT_PATHS) (#35935)
* feat(proxy): resolve root_path per request from SERVER_ROOT_PATHS

One deployment can encode exactly one client-visible URL path prefix
today: SERVER_ROOT_PATH is a scalar stamped onto the app at startup, so
a pod fronting several ingress prefixes 404s every prefix but one before
any handler runs, and MCP OAuth discovery can emit only one prefix's
URLs (RFC 9728 section 3 exact-match fails for the rest).

Add an opt-in outermost ASGI middleware that matches the request path
against a configured prefix list (SERVER_ROOT_PATHS, comma-separated) on
a segment boundary and sets scope["root_path"] for that request only.
Everything downstream is stock Starlette: route matching strips
root_path so routes stay registered root-relative, and request.base_url
re-includes it, so the discovery documents' resource and the 401
challenges' resource_metadata land under the prefix the client actually
called — with no discovery-builder changes.

LazyFeatureMiddleware now strips the scope root_path (falling back to
the cached SERVER_ROOT_PATH scalar) before feature prefix matching, so
lazily-registered routers — the MCP OAuth discovery router among them —
load under per-request prefixes.

Follow-up to the routing discussion on #35226; composes with, but does
not depend on, #35576.

* fix(proxy): import Sequence from collections.abc (ruff UP035 strict-budget gate)

* review(greptile): trim implementation commentary; fixture-own MCP registry state in tests

Addresses both P2s from the first Greptile pass:
- per_request_root_path_middleware.py (and the related _lazy_features /
  proxy_server comments) cut down to the constraints the code cannot
  express, per repo comment guidance
- the new discovery tests no longer clear/repopulate the shared MCP
  registry inline; a fixture snapshots it, hands the test an empty
  registry, and restores it afterwards so no state leaks between cases

* fix(lint): mutable-ok marker on the prefix accumulator (LIT002 type-discipline gate)

* fix(proxy): tie 401 challenges and get_custom_url to the per-request root_path

The per-request root_path middleware sets scope["root_path"] to the
prefix the client actually called, but the OAuth 401 challenges
(raise_user_oauth_challenge / raise_token_exchange_challenge) still
built their resource_metadata from SERVER_ROOT_PATH. On a pod fronting
several prefixes, the challenge advertised a discovery URL under a
different prefix than the discovery document served — the two
disagreed on where the resource metadata lives, and a strict RFC 9728
client refused the challenge. Route the challenges through a small
ContextVar the middleware populates so they read the same effective
root_path Starlette resolves the request under.

The same accessor fixes get_custom_url: when a request lives under a
SERVER_ROOT_PATHS-matched prefix, request.base_url already carries it,
so appending the SERVER_ROOT_PATH scalar on top produced e.g.
/tenant-a/legacy/sso/callback — a path that does not exist. Reading
the per-request prefix instead (and relying on join_paths's tail-dedup)
keeps SSO login/callback URLs under one prefix — the one the request
actually arrived on.

Fallback: outside a request (module-load-time UI URL builders,
background tasks) the ContextVar is unset and the accessor reads
SERVER_ROOT_PATH, matching get_server_root_path() so scalar-only
deployments are byte-identical.

* fix(mcp): challenge URL under per-request prefix must route, and mock parity

Two follow-ups to the review fix that made the 401 challenge use the
per-request root_path:

1. oauth_protected_resource_path must pick the URL structure that
   actually routes for the mechanism in use:
   - The scalar SERVER_ROOT_PATH deployment registers the well-known
     routes with the prefix INSERTED (via well_known_root_suffix at
     import time), matching RFC 8414 §3. The challenge URL must use the
     same insertion or a client fetching it 404s.
   - The per-request SERVER_ROOT_PATHS deployment can't register routes
     per prefix; PerRequestRootPathMiddleware strips the prefix from
     scope["path"] and the router matches the un-inserted route. The
     URL must place the prefix BEFORE .well-known so the strip leaves a
     matching path.
   The previous fix used the insertion form for both, which 404'd the
   discovery fetch on the per-request path — the discovery doc and the
   challenge would then disagree on where the resource metadata lives,
   the very failure the review flagged. End-to-end verified: the URL
   the challenge advertises routes and the doc's `resource` field
   equals the URL the client originally called (RFC 9728 §3).

2. get_request_root_path now delegates its fallback through
   get_server_root_path() instead of reading the env directly, so every
   existing `monkeypatch.setattr("litellm.proxy.utils.get_server_root_path"`
   test override keeps working. This unstubbed the mock on the /v2/login
   test that failed on the last CI run.

Plus the lint budget: annotate the local accumulator Final, tag the
scope["root_path"] rewrite as an intentional ASGI-contract mutation,
tag the reused `path`/`root_path` rebinds in LazyFeatureMiddleware, and
add reason strings to the two new PLC0415 lazy-import noqas.

* test(mcp): pin the reviewer's expected end-state — challenge URL routes, resource matches called URL

End-to-end regression test that mounts the discoverable router + the
per-request root_path middleware, hits an MCP endpoint that raises
raise_user_oauth_challenge, fetches the resource_metadata URL the
challenge advertises, and checks the returned document's `resource`
equals the URL the client originally called (RFC 9728 §3 exact match).

Covers /tenant-a, /tenant-b, and the unprefixed path on the same app so
a regression on any prefix — challenge URL 404s, or doc emits a
different prefix than the client called — fails at this test rather
than in a strict MCP client's discovery.

---------

Co-authored-by: gym-cmd <186399764+gym-cmd@users.noreply.github.com>
2026-09-07 11:54:59 -07:00
devin-ai-integration[bot]
96c698030b
fix(spend_logs): keep partition DDL transactions alive for their statement timeout (#40098)
* fix(spend_logs): keep partition DDL transactions alive for their statement timeout

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>

* style: ruff format changed files

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>

* fix(lint): avoid dict-literal kwargs and keep cast-ok on the cast line

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>

* fix(lint): cast at the call site instead of widening PrismaClient.tx

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>

* test(spend_logs): require partition tx timeout to strictly exceed statement bound

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>

---------

Co-authored-by: jesus <jesus@berri.ai>
Co-authored-by: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
2026-09-07 11:38:53 -07:00
mubashir1osmani
a1e7293fa9
fix(mcp): apply key and team guardrails to MCP tool calls (#39629)
* fix(mcp): apply key and team guardrails to MCP tool calls

Guardrails attached to a virtual key or team were only enforced on LLM
routes. The synthetic request built for MCP tool call guardrail hooks
carried no guardrails in its metadata, so a guardrail with default_on
false never ran on tools/call even when the key explicitly listed it.
Resolve key, team, and project guardrails onto the synthetic request
with the same helper the chat path uses.

* fix(mcp): pass project metadata through without a mutable default

* fix(mcp): mark the request dict parameter mutable-ok with a reason

* test(mcp): explain the premium_user patch and tighten the helper docstring
2026-09-07 16:45:16 +00:00
Mateo Wang
02522a5441
Merge pull request #39983 from BerriAI/litellm_lit_7081_azure_ai_gpt_6_astra_pricing
feat(cost-map): add azure_ai/gpt-6-astra Foundry pricing
2026-09-06 01:27:22 -07:00
mateo-berri
defd8661f4 refactor(spend): stop queueing a batch's claim row for a writer the proxy never builds
SPEND_LOGS_URL only diverts spend logs when db_writer_client is set, and nothing in the proxy ever assigns that global, so the queued copy was only ever skipped as a duplicate by the local insert.
2026-09-06 00:04:24 -07:00
mateo-berri
fcb6d2267c fix(spend): keep a batch's claim row out of the logs a proxy was told not to write
disable_spend_logs has to keep meaning that no request gets logged, and the row
that makes a batch chargeable exactly once is the one row it cannot drop, so with
logging off that row now carries only what tells the retrieves apart. SPEND_LOGS_URL
deployments get their copy back too: the claim writes straight to this table, so the
row is queued as well when an external writer is the one that takes the spend logs.
2026-09-05 23:51:44 -07:00
mateo-berri
a2b21b323a Merge remote-tracking branch 'origin/litellm_internal_staging' into litellm_lit_7048_batch_cost_row_once 2026-09-05 23:03:41 -07:00
mateo-berri
24f0be8021 fix(spend): leave a batch uncharged when the database refuses the takeover
The takeover of a $0 row an older proxy left behind used to charge the batch when
the update could not reach the database. That leaves the row still reading $0, so
every later retrieve finds the same row and charges the batch again, which is the
repeat charging this PR exists to stop. The retrieve that does take the row over
is the one that charges, and a batch nobody retrieves again after that failure is
never charged, the same as one whose proxy died inside the write window.
2026-09-05 22:47:41 -07:00
mateo-berri
0fb3951b2c fix(spend): charge a batch once when an older proxy left its cost row at $0
A proxy without this fix wrote the batch's cost row on every poll while the batch
was still running, so that row reads $0 and the insert that claims the charge has
nowhere to land. The retrieve that charges the batch now writes its own payload
over that row under a where clause that still names spend 0.0, so exactly one
retrieve takes it over and every later one reads the charge and charges nothing
2026-09-05 22:32:06 -07:00
mateo-berri
061c25b5ca fix(spend): let a batch's charge survive an older proxy's $0 poll row
A proxy running the old code wrote <batch id>_batch_cost at $0 every time it polled a batch that was still running, so after an upgrade the claim found that row and read it as proof the batch had already been charged. Only a row that recorded a charge counts now, which leaves those $0 rows, and any row a client planted under the batch id, to be charged over

disable_spend_logs skipped the claim entirely, so under that setting every retrieve of a finished batch charged again. The claim now runs either way and writes the one row per batch that makes the charge exactly once, while the per-request logs stay off
2026-09-05 21:25:03 -07:00
tin-berri
9fd60e4f95
feat(router): gate heuristic v1 tuning (#39952) 2026-09-05 19:24:00 -07:00
mateo-berri
a17fcecf70 refactor(azure_ai): type the Foundry param mapping override and drop test docstrings
The AzureAIStudioConfig.map_openai_params override now carries dict[str, object]
annotations instead of bare dict, and the docstrings added to the new tests go away
since the test names already say what they cover. No behavior change
2026-09-05 19:21:34 -07:00
mateo-berri
15372967c6 fix(azure_ai): read the azure_ai card for gpt-5 series reasoning effort gates
Foundry deployments of gpt-6-astra reached through azure_ai used the bare OpenAI card
for the reasoning_effort none gates, so temperature and top_p were refused while the
azure_ai card says none is supported. AzureAIStudioConfig now dispatches gpt-5 series
params through AzureAIGPT5Config, which looks capabilities up under the azure_ai/
prefix the way the azure route does

Also carries the search_context_cost_per_query block azure/gpt-6-astra has, adds a
flex service tier cost test that fails at the merge base, and keeps the wildcard test
from stripping azure_ai/gpt-6-astra out of the provider set
2026-09-05 19:06:38 -07:00
mateo-berri
b067e836f8 fix(batches): claim the batch cost spend row in the database before charging
The cost callback used to look for an existing `<batch id>_batch_cost` row before charging a
completed batch, which left a window where concurrent retrieves on any instance all charged the
key, and it would honor a row any request had written under that id. The spend update writer now
inserts the batch cost row itself with `create_many(skip_duplicates=True)` and only the retrieve
whose insert lands charges the key, team, and user. An existing row only takes the charge when it
is a successful `aretrieve_batch` row, so a client-chosen `x-litellm-call-id` on another endpoint
cannot suppress billing. Batch cost rows no longer get their own immediate flush path

`batch_cost_is_final` now treats the proxy's normalized `complete` status like `completed`, which
the enterprise batch cost poller relies on when it decides whether a completed batch is safe to
retire. Tests build that status with `model_copy` since the OpenAI `Batch` model rejects it

The `test-quality-ok` markers sit on the `patch(` lines the gate keys on, and the logging tests no
longer wrap the priced retrieve in `contextlib.suppress`
2026-09-05 18:58:11 -07:00
tin-berri
60440ee4d3
feat(mcp): add opt-in per-server oauth relay discovery (#39936)
Resolves LIT-7074
2026-09-05 18:04:35 -07:00
tin-berri
0315dd6f58
fix(headroom): inject headroom_retrieve only for service-declared ccr_hashes and keep assistant content blocks intact (#39974)
The retrieve tool was injected whenever any hash=<24hex> string appeared in the
restored conversation, including protected rows and caller-authored text, so a
git SHA in a tool result registered a bogus hash and billed a useless retrieval
round trip on every later turn. The compression service reports the hashes it
actually stored in ccr_hashes; that field is now the only source, validated to
the service's own 12 to 24 hex grammar before it reaches the retrieve URL.

Assistant rows are no longer flattened to strings before compression: the
service protects assistant text blocks but has no gate for assistant strings,
so the model's own earlier tables came back as a schema line plus CSV.

Adds ccr_retrieval (default true) so operators on a marker-free sidecar can
turn the retrieval loop off entirely.
2026-09-05 17:58:18 -07:00
ryan-crabbe-berri
a9f8a8d794
Merge pull request #39978 from BerriAI/litellm_remove_migrated_pages_shim
refactor(ui): route the sidebar by pathname and shrink the ?page= shim to a redirect table
2026-09-05 17:17:34 -07:00
yucheng-berri
6e05ac5d97
feat(guardrails): add inspect_embeddings toggle for AIM and Cato (#39918)
* fix(guardrails): don't inspect embeddings in the AIM and Cato hooks

`pre_call_hook` fires for /embeddings as well as chat. An embeddings body
carries `input` — documents being indexed, not a prompt — which
`build_inspection_messages` lifts into synthetic chat messages, so both hooks
inspect it as a conversation and a policy verdict on that text breaks a request
that was never one:

- AIM, anonymize + batched `input`: `has_non_string_content` is true for any
  list, so `_anonymize_request` raises 400 "...multimodal input...".
- AIM, anonymize + single-string `input`: no error — the input is rewritten to
  redacted text and the caller embeds text it never sent.
- AIM and Cato, block: the embeddings request is blocked outright.

Gate both hooks on a new `NON_CONVERSATIONAL_CALL_TYPES` deny-list. This is
deliberately not `TEXT_CONTENT_CALL_TYPES`: that allow-list omits
`anthropic_messages`, `responses` and `call_mcp_tool`, so gating on it would
stop these guardrails inspecting real chat traffic. An unrecognised or newly
added call type is still inspected.

* feat(guardrails): add inspect_embeddings toggle for AIM and Cato

* fix(guardrails): redact batched embedding input on anonymize

A list of plain strings is the /embeddings batch shape. AIM rejected it as
multimodal and Cato forwarded the original strings, so anonymize never
reached the provider for batched input. Redactions are now written back
element-wise, one redacted message per non-empty element, so a fully
redacted element cannot shift the following documents into the wrong slot.

* fix(guardrails): reject partial embedding redactions

* fix(guardrails): avoid unnecessary batch type check

* style(tests): drop trailing blank line in cato guardrail tests

* fix(guardrails): reject malformed batch redactions

* fix(guardrails): reject malformed batch redactions

* fix(guardrails): reject aim redactions with no text content

The anonymize path read role and content off every entry of the vendor's
redacted_chat before the shared write-back helper could refuse the payload,
so a message missing content, or a bare string in place of a message, raised
out of the hook as a 500. Validate the vendor list first and return the 400
the guardrail already uses for an unusable redaction.

* fix(guardrails): validate all aim redaction paths

Validate AIM redaction containers before request or output rewrites, reject
cardinality mismatches and empty output, and cover malformed vendor payloads
with regression tests.

* fix(guardrails): preserve aim output redaction alignment

AIM returns the inspected request messages followed by the assistant output.
Validate that full response and select the final redacted message instead of
requiring a single entry.

* test(guardrails): cover aim output anonymize alignment and malformed redactions

---------

Co-authored-by: Guy Levi <guy.levi@catonetworks.com>
2026-09-05 17:15:46 -07:00
ryan-crabbe-berri
e1fb8affe3
Merge pull request #36841 from BerriAI/litellm_lite_pi
feat(cli): add lite pi to run the pi coding agent through the proxy
2026-09-05 17:14:11 -07:00
mateo-berri
635bb3a209 feat(cost-map): add azure_ai/gpt-6-astra Foundry pricing
A gpt-6-astra deployment on a Foundry project reached through the
azure_ai route had no cost map entry of its own, so it resolved to the
OpenAI gpt-6-astra card: missing from the azure_ai/* wildcard listing,
flex and priority prices and /v1/batch it does not sell, and no none
reasoning effort. Add azure_ai/gpt-6-astra mirroring the
azure/gpt-6-astra Standard Global sheet the way azure_ai/gpt-5.5 mirrors
azure/gpt-5.5, and extend the cost, reasoning-effort, and wildcard
listing tests to the Foundry route.
2026-09-05 17:08:42 -07:00
Mateo Wang
02cbff4918
Merge pull request #39964 from BerriAI/litellm_lit_7050_redact_failure_traceback
fix(proxy): redact provider keys from pass-through failure tracebacks
2026-09-05 16:48:04 -07:00
ryan-crabbe-berri
1258d84221 refactor(ui): route the sidebar by pathname and shrink the ?page= shim to a redirect table
The sidebar and header were still keyed on legacy ?page= ids and mapped
back and forth through MIGRATED_PAGES, legacyPageHref and
legacyKeyForPathname. Leaves are now plain Next links to their path
route, the active item and breadcrumb come from usePathname, and the
setPage/defaultSelectedKey prop chain is gone.

The id-to-route table moves next to the dashboard root page as its only
consumer. That redirect now forwards the remaining query params instead
of dropping them, so deep links such as the proxy's MCP env-var setup
link (?page=mcp-servers&fill_env_vars=) no longer rely on the target page
reading the pre-redirect URL during its first render. The proxy builds
that link as /ui/mcp-servers?fill_env_vars= directly, and the Playground
warnings link to the real routes instead of relative ?page= URLs.

migratedHref is renamed uiHref, the /ui base-path helper it always was.
2026-09-05 16:44:11 -07:00
mateo-berri
4c00a6e189 fix(batches): account a batch's cost once, from the first retrieve that sees it final
Every retrieve of a batch through the proxy shares one spend row, the batch id
plus the batch cost suffix, and spend log inserts skip duplicates. A poll that
landed while the batch was still validating or in progress wrote that row at
$0 and no later retrieve could overwrite it, and every completed retrieve after
the first added the cost to the key, team, and user counters again with no new
row to show for it.

The cost callback now writes nothing for a batch retrieve until the batch is
final, releasing the poll's budget reservation instead, and once it is final it
charges only when no spend row for that batch is queued for flush or already
stored. Batch cost rows are flushed to the database right away so a second
instance sees them, and the logger prices a batch only once it is final, which
also covers a failed batch that never produced an output file.
2026-09-05 16:35:32 -07:00
mateo-berri
27c55a21d9 test(proxy): type the traceback-recording hook to match CustomLogger
The regression test's recording logger overrode async_post_call_failure_hook
with untyped parameters. It now mirrors the base signature, and the
UserAPIKeyAuth import moves to module level so the annotation resolves.
2026-09-05 16:19:29 -07:00
mateo-berri
4ec5a6761c fix(proxy): redact provider keys from pass-through failure tracebacks
A failed pass-through call logged the httpx traceback, whose message
quotes the upstream URL with the provider API key in its query string,
into the spend log's error information and into every failure callback.
The error information built for logging now redacts its traceback and
error message, and the traceback is redacted once before the failure
callbacks receive it.
2026-09-05 15:58:33 -07:00
ryan-crabbe-berri
63156a7bd6 test(proxy): explain the proxy_server patches in the cache-hit regression test
The test-quality gate counts every patch of a litellm internal against a ceiling, and the three patches this test needs pushed it over. The callback imports increment_spend_counters, update_cache and proxy_logging_obj from proxy_server inside its own body, so there is no seam to inject fakes through; every other test in this file uses the same three patches for the same reason

Claude-Session: https://claude.ai/code/session_01EX13mWex6RaBo9PYnkAtFW
2026-09-05 15:44:37 -07:00
ryan-crabbe-berri
acddd21860 fix(proxy): keep guardrail cost in spend on cache hits
The proxy cost callback zeroed response_cost whenever cache_hit was true. That rule dates from Jan 2024 when it was the only place cache hits were priced. The logging layer has priced the LLM share at 0 on a cache hit since Aug 2024, and since guardrail cost joined the standard logging payload the proxy-side zeroing has thrown away a real provider charge: a pre_call guardrail runs before the cache is consulted, so a cached response still cost whatever the guardrail billed. Drop the redundant zeroing so the payload's response_cost, which is already LLM 0 + guardrail cost, reaches spend logs, daily tables and budgets untouched

Claude-Session: https://claude.ai/code/session_01EX13mWex6RaBo9PYnkAtFW
2026-09-05 15:32:02 -07:00
ryan-crabbe-berri
1745d74293
Merge pull request #39853 from BerriAI/litellm_guardrail_usage_cost_ui
feat(ui): show guardrail usage units and cost on the Guardrails Monitor
2026-09-05 14:41:11 -07:00
devin-ai-integration[bot]
a46a076b2a
fix(proxy): reject ambiguous name or alias keys in mcp_tool_permissions on write (#39947)
Co-authored-by: yassin <yassin@berri.ai>
Co-authored-by: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
2026-09-05 14:22:26 -07:00
Yassin Kortam
9832d6e4a6
fix(mcp): scan and mask MCP tool call arguments in unified guardrails (#35142)
* fix(mcp): scan and mask MCP tool call arguments in unified guardrails

A guardrail configured with mode pre_mcp_call was handed only a synthetic
tool definition (name plus an empty parameters schema), so it never saw the
argument values it was configured to inspect, and any rewrite it returned was
discarded. Detection could not fire and masking could not take effect, while
the applied-guardrails metadata still reported the guardrail as having run.

Pass every string leaf of the tool call arguments as texts, and fold the
guardrail's rewritten leaves back into modified_arguments, which is the channel
the MCP call path reads to decide what to send upstream. The leaf walk reuses
the json_string_leaves / with_json_string_leaves helpers the tool result path
already uses, so both directions share one bounded traversal.

Two guardrails running concurrently under run_in_parallel scan the same payload
snapshot, so each returns a full replacement derived from the original leaf.
Rewrites of the same leaf to different values are rejected rather than silently
losing one redaction; a leaf that already holds this guardrail's own replacement
is convergent and still masks, which is what the bundled content filter does
when it rewrites the arguments itself as well as through texts.

* fix(mcp): annotate guardrail argument rewrites

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>

* fix(tests): isolate MCP guardrail callback state

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>

* chore: ratchet LIT010 budget after merge

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>

* fix(tests): remove duplicate Bedrock hook parameter

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>

* fix(mcp): fail closed when guardrail rewrites cannot be mapped to MCP arguments

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>

* fix(tests): patch the guardrail translation mappings cache where staging now keeps it

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>

---------

Co-authored-by: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
2026-09-05 20:51:25 +00:00
devin-ai-integration[bot]
80839bb33c
feat(proxy): serve Prometheus /metrics from a separate process via --prometheus_metrics_port (#39889)
* feat(proxy): serve Prometheus /metrics from a separate process via --prometheus_metrics_port

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>

* style(proxy): ruff format prometheus_metrics_server

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>

* fix(proxy): fail fast when the separate metrics server cannot start and force the multiproc dir whenever it is enabled

- wait for the child's /health before starting uvicorn; raise a ClickException if it exits first (port in use)
- create PROMETHEUS_MULTIPROC_DIR whenever --prometheus_metrics_port is set, so DB-configured prometheus callbacks work
- honour lowercase prometheus_multiproc_dir; validate the port before spawning
- cover main() entry point, readiness, bind failure and wildcard-host probing in tests

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>

* fix(proxy): pin metrics-server readiness to the child pid so another service on the port cannot pass the health check

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>

* refactor(proxy): probe metrics-server readiness through the shared HTTPHandler instead of bare httpx.get

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>

* refactor(proxy): serve only /metrics on the prometheus metrics port

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>

* fix(proxy): validate metrics server CLI args with pydantic instead of typing.cast

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>

* fix(proxy): satisfy metrics server lint gate

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>

---------

Co-authored-by: yassin <yassin@berri.ai>
Co-authored-by: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
2026-09-05 13:26:09 -07:00
ryan-crabbe-berri
0be8bb98b0 Merge branch 'litellm_internal_staging' into litellm_guardrail_usage_cost_ui 2026-09-05 13:09:45 -07:00
devin-ai-integration[bot]
5df0e12e0f
feat(guardrails): add non-blocking flag() verdict to custom code guardrails (#39728)
Custom code guardrails could only allow(), block(reason) or modify(). This adds flag(reason, metadata={}) which lets the request or response through unchanged and records a guardrail_flagged entry carrying the guardrail name, configured mode, evaluated input_type (request or response), reason and structured metadata. The new status is threaded through the request-level guardrail_status aggregation, the Guardrails Monitor rollup (flagged_count), Request Logs (action=flagged, most severe phase wins when a guardrail runs pre and post call) and the Request Logs detail view in the dashboard, which now renders FLAGGED with warning styling instead of falling into FAILED.

Co-authored-by: yassin <yassin@berri.ai>
Co-authored-by: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
2026-09-05 13:08:03 -07:00
Yassin Kortam
17e13126cc
feat(mcp): warn when an oauth2_id_jag server outruns the SSO provider's assertion capture (#35394)
* feat(mcp): warn when an oauth2_id_jag server outruns the SSO provider's assertion capture

Only the generic OIDC login path captures the IdP id_token that an oauth2_id_jag MCP
server spends as its RFC 8693 subject token. Under Google, Microsoft, SAML or no SSO at
all, registration succeeds and then every ID-JAG credential resolution fails for every
user, with nothing in the logs, the config or the API response to say why.

Report the mismatch from the two places it is knowable: when an oauth2_id_jag server is
created or updated through the management endpoint, and at SSO callback time when a login
hands the arm nothing while such a server is registered. Provider selection mirrors the
callback's precedence, so a generic client id sitting behind GOOGLE_CLIENT_ID does not
clear the warning.

* test(sso): update merged CLI diagnostic patch target

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>

* feat(mcp): warn about the ID-JAG capture gap for config-declared servers and on the SSO debug page (#39350)

* feat(sso): surface the ID-JAG capture gap on the SSO debug page

/sso/debug/callback is where an operator lands when they are already trying to work out
why ID-JAG is failing, so the reason belongs on it. The annotation appears only when the
active SSO provider captures no identity assertion AND an oauth2_id_jag server is
registered for that gap to break; a deployment without both renders the page it rendered
before, byte for byte. Only the provider name and the remedy are rendered, never a
configured value, and an unreachable MCP table costs the page its annotation rather than
the page itself.

The payload carries the one mutable-ok in this work. Conditionally including a member of a
JSON document has to construct a mapping, and the rejected alternatives are recorded on the
helper so the next reader does not rediscover them.

Held out of the diagnosability PR deliberately: that PR is already reviewed and green, and
this surface ships with the remaining config-load warning as one follow-up.

* feat(mcp): warn at config load when an oauth2_id_jag server outruns the SSO provider's assertion capture

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>

* refactor(sso): trim comments on the ID-JAG debug page diagnostic

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>

* fix(sso): clean up merged imports

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>

* fix(sso): satisfy type discipline for diagnostic payload

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>

* style(sso): keep the optional ID-JAG payload member on one line for ruff format

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>

* fix(sso): use Python 3.10-compatible assert_never

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>

---------

Co-authored-by: Yassin Kortam <yassin@berri.ai>
Co-authored-by: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>

* fix(sso): keep the ID-JAG capture-gap diagnostic out of the unauthenticated debug page

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>

* test(sso): inject the retention check and log via caplog so the ID-JAG tests pass the test-quality gate

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>

* test(sso): keep the debug-page outage test on the capture-gap path

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>

* fix(sso): annotate the retention check type alias

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>

---------

Co-authored-by: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
2026-09-05 12:43:09 -07:00
Yassin Kortam
110f654f34
feat(mcp): renew the stored SSO identity assertion behind ID-JAG (#35401)
* feat(mcp): renew the stored SSO identity assertion behind ID-JAG

The oauth2_id_jag arm asserts the id_token captured at the user's last
interactive SSO login, and nothing ever renewed it, so an agent holding a
brokered LiteLLM key could act for that user only until that token's exp.
The assertion already carried the IdP refresh token beside it; this
redeems it.

RefreshingSSOAssertionStore wraps the database reader and satisfies the
same protocol, so the egress arm is unchanged. Renewal is lazy and
single-flighted per user through the same RefreshCoordinator the
authorization_code arm uses, since an IdP that rotates refresh tokens
treats two concurrent redemptions as replay. A refusal leaves the expired
assertion in place so the reader still challenges the user; an
unreachable IdP surfaces as a store outage instead.

* fix(mcp): let a cross-replica loser settle the SSO assertion renewal itself

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>

* fix(mcp): satisfy type discipline lint budget

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>

* chore(ci): rerun checks after docs main added the missing router setting row

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>

* fix(mcp): answer a cross-replica loser retryable instead of re-electing it

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>

* fix(mcp): bypass stale assertion cache during renewal

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>

* chore: ratchet type-discipline budget after merge

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>

---------

Co-authored-by: Yassin Kortam <yassin.kortam@gmail.com>
Co-authored-by: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
2026-09-05 12:43:02 -07:00